{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "04d9c64b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5febb27a",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/90.0.4430.93 Safari/537.36'\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7a88a2c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = requests.get(url=\"https://c.m.163.com/ug/api/wuhan/app/data/list-total\",headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ce283560",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      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08:02:31\",\"children\":[]},{\"today\":{\"confirm\":-1,\"suspect\":null,\"heal\":-1,\"dead\":-1,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":13561,\"suspect\":0,\"heal\":12905,\"dead\":489,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"莫利塞\",\"id\":\"95154\",\"lastUpdateTime\":\"2021-05-27 08:02:30\",\"children\":[]},{\"today\":{\"confirm\":-1,\"suspect\":null,\"heal\":-1,\"dead\":-1,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":11534,\"suspect\":0,\"heal\":10820,\"dead\":472,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"瓦莱达奥斯塔\",\"id\":\"95731\",\"lastUpdateTime\":\"2021-05-27 08:02:31\",\"children\":[]},{\"today\":{\"confirm\":0,\"suspect\":0,\"heal\":0,\"dead\":0,\"severe\":0,\"storeConfirm\":null,\"input\":0},\"total\":{\"confirm\":4515,\"suspect\":0,\"heal\":3565,\"dead\":532,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"普利亚\",\"id\":\"95230\",\"lastUpdateTime\":\"2020-06-15 07:22:03\",\"children\":[]},{\"today\":{\"confirm\":0,\"suspect\":0,\"heal\":0,\"dead\":0,\"severe\":0,\"storeConfirm\":null,\"input\":0},\"total\":{\"confirm\":3296,\"suspect\":0,\"heal\":2850,\"dead\":343,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"弗留利-威尼斯朱利亚\",\"id\":\"95890\",\"lastUpdateTime\":\"2020-06-15 07:23:17\",\"children\":[]},{\"today\":{\"confirm\":0,\"suspect\":0,\"heal\":0,\"dead\":0,\"severe\":0,\"storeConfirm\":null,\"input\":0},\"total\":{\"confirm\":1363,\"suspect\":0,\"heal\":1198,\"dead\":132,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"撒丁\",\"id\":\"95954\",\"lastUpdateTime\":\"2020-06-15 07:24:20\",\"children\":[]},{\"today\":{\"confirm\":-1,\"suspect\":null,\"heal\":-1,\"dead\":-1,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":0,\"suspect\":0,\"heal\":0,\"dead\":0,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"未明确地区\",\"id\":\"9532466\",\"lastUpdateTime\":\"2021-05-27 00:02:23\",\"children\":[]}]},{\"today\":{\"confirm\":8247,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":4968421,\"suspect\":0,\"heal\":4588421,\"dead\":117595,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"俄罗斯\",\"id\":\"16\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":5304,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":1193976,\"suspect\":0,\"heal\":1127770,\"dead\":20169,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"菲律宾\",\"id\":\"17\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":220,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":91964,\"suspect\":0,\"heal\":46000,\"dead\":946,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"芬兰\",\"id\":\"18\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":6677,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":535525,\"suspect\":0,\"heal\":411603,\"dead\":6845,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"尼泊尔\",\"id\":\"19\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":594,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":846434,\"suspect\":0,\"heal\":807065,\"dead\":17022,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"葡萄牙\",\"id\":\"95682\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":18,\"suspect\":null,\"heal\":33,\"dead\":2,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":6688,\"suspect\":0,\"heal\":3306,\"dead\":1313,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"也门\",\"id\":\"95200\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":null,\"suspect\":null,\"heal\":null,\"dead\":null,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":11,\"suspect\":0,\"heal\":11,\"dead\":0,\"severe\":0},\"extData\":{},\"name\":\"塞舌尔\",\"id\":\"954356\",\"lastUpdateTime\":\"2020-06-15 00:00:31\",\"children\":[]},{\"today\":{\"confirm\":5007,\"suspect\":null,\"heal\":6410,\"dead\":54,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":3657886,\"suspect\":0,\"heal\":3408668,\"dead\":79855,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"西班牙\",\"id\":\"20\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":2377,\"suspect\":null,\"heal\":0,\"dead\":29,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":172277,\"suspect\":0,\"heal\":142378,\"dead\":1298,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"斯里兰卡\",\"id\":\"21\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":285,\"suspect\":null,\"heal\":189,\"dead\":7,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":127646,\"suspect\":0,\"heal\":88861,\"dead\":3440,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"阿尔及利亚\",\"id\":\"9509\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":649,\"suspect\":null,\"heal\":626,\"dead\":4,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":27638,\"suspect\":0,\"heal\":20398,\"dead\":194,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"柬埔寨\",\"id\":\"22\",\"lastUpdateTime\":\"2021-05-27 14:07:43\",\"children\":[]},{\"today\":{\"confirm\":131,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":14037,\"suspect\":0,\"heal\":12509,\"dead\":292,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"海地\",\"id\":\"95239\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":2732,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":1067107,\"suspect\":0,\"heal\":0,\"dead\":14436,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"瑞典\",\"id\":\"23\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":null,\"suspect\":0,\"heal\":null,\"dead\":null,\"severe\":0,\"storeConfirm\":null},\"total\":{\"confirm\":123,\"suspect\":0,\"heal\":109,\"dead\":8,\"severe\":0},\"extData\":{},\"name\":\"特里尼达和多巴哥\",\"id\":\"95237\",\"lastUpdateTime\":\"2020-06-15 14:48:06\",\"children\":[]},{\"today\":{\"confirm\":7,\"suspect\":null,\"heal\":6,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":11514,\"suspect\":0,\"heal\":11350,\"dead\":153,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"吉布提\",\"id\":\"95jibuti\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":0,\"suspect\":0,\"heal\":0,\"dead\":0,\"severe\":0,\"storeConfirm\":null,\"input\":0},\"total\":{\"confirm\":659,\"suspect\":0,\"heal\":176,\"dead\":12,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"圣多美与普林西比\",\"id\":\"9512314\",\"lastUpdateTime\":\"2020-06-15 11:44:39\",\"children\":[]},{\"today\":{\"confirm\":3,\"suspect\":null,\"heal\":2,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":13419,\"suspect\":0,\"heal\":13243,\"dead\":166,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"布基纳法索\",\"id\":\"953487\",\"lastUpdateTime\":\"2021-05-27 09:57:31\",\"children\":[]},{\"today\":{\"confirm\":1975,\"suspect\":null,\"heal\":0,\"dead\":16,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":1052652,\"suspect\":0,\"heal\":0,\"dead\":24889,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"比利时\",\"id\":\"954332\",\"lastUpdateTime\":\"2021-05-27 10:57:32\",\"children\":[]},{\"today\":{\"confirm\":4718,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":1181698,\"suspect\":0,\"heal\":1094140,\"dead\":16267,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"伊拉克\",\"id\":\"9534324\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":9,\"suspect\":null,\"heal\":32,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":34304,\"suspect\":0,\"heal\":32575,\"dead\":1154,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"马拉维\",\"id\":\"95000111\",\"lastUpdateTime\":\"2021-05-27 08:52:33\",\"children\":[]},{\"today\":{\"confirm\":0,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":6555,\"suspect\":0,\"heal\":6476,\"dead\":29,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"冰岛\",\"id\":\"95010\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":2,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":3753,\"suspect\":0,\"heal\":3500,\"dead\":68,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"几内亚比绍\",\"id\":\"95jnybs\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":396,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":131910,\"suspect\":0,\"heal\":122743,\"dead\":2348,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"拉脱维亚\",\"id\":\"953333666\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":null,\"suspect\":0,\"heal\":null,\"dead\":null,\"severe\":0,\"storeConfirm\":null},\"total\":{\"confirm\":66,\"suspect\":0,\"heal\":21,\"dead\":0,\"severe\":0},\"extData\":{},\"name\":\"不丹\",\"id\":\"9512111\",\"lastUpdateTime\":\"2020-06-15 14:49:07\",\"children\":[]},{\"today\":{\"confirm\":195,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":123662,\"suspect\":0,\"heal\":17998,\"dead\":783,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"挪威\",\"id\":\"957873\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":5034,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":1791221,\"suspect\":0,\"heal\":1645263,\"dead\":49771,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"印度尼西亚\",\"id\":\"9524546\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":405,\"suspect\":null,\"heal\":263,\"dead\":7,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":33338,\"suspect\":0,\"heal\":27467,\"dead\":742,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"安哥拉\",\"id\":\"956789\",\"lastUpdateTime\":\"2021-05-27 08:52:33\",\"children\":[]},{\"today\":{\"confirm\":null,\"suspect\":null,\"heal\":null,\"dead\":null,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":187,\"suspect\":0,\"heal\":115,\"dead\":1,\"severe\":0},\"extData\":{},\"name\":\"开曼群岛\",\"id\":\"87656\",\"lastUpdateTime\":\"2020-06-15 13:46:13\",\"children\":[]},{\"today\":{\"confirm\":398,\"suspect\":null,\"heal\":1581,\"dead\":15,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":270180,\"suspect\":0,\"heal\":233216,\"dead\":4108,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"埃塞俄比亚\",\"id\":\"95844\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":null,\"suspect\":null,\"heal\":null,\"dead\":null,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":12,\"suspect\":0,\"heal\":12,\"dead\":0,\"severe\":0},\"extData\":{},\"name\":\"梵蒂冈\",\"id\":\"95879\",\"lastUpdateTime\":\"2020-06-15 00:00:31\",\"children\":[]},{\"today\":{\"confirm\":49,\"suspect\":null,\"heal\":28,\"dead\":3,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":47085,\"suspect\":0,\"heal\":46504,\"dead\":301,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"科特迪瓦\",\"id\":\"95632\",\"lastUpdateTime\":\"2021-05-27 08:52:32\",\"children\":[]},{\"today\":{\"confirm\":655,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":216397,\"suspect\":0,\"heal\":211896,\"dead\":552,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"卡塔尔\",\"id\":\"95634\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":null,\"suspect\":null,\"heal\":null,\"dead\":null,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":4,\"suspect\":0,\"heal\":2,\"dead\":0,\"severe\":0},\"extData\":{},\"name\":\"莱索托\",\"id\":\"95411\",\"lastUpdateTime\":\"2020-06-12 17:03:24\",\"children\":[]},{\"today\":{\"confirm\":1015,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":340330,\"suspect\":0,\"heal\":321928,\"dead\":4682,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"格鲁吉亚\",\"id\":\"950611\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":2932,\"suspect\":null,\"heal\":1863,\"dead\":272,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":2402722,\"suspect\":0,\"heal\":1919821,\"dead\":222232,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"墨西哥\",\"id\":\"96745\",\"lastUpdateTime\":\"2021-05-27 10:57:33\",\"children\":[]},{\"today\":{\"confirm\":0,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":5089,\"suspect\":0,\"heal\":4995,\"dead\":90,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"圣马力诺\",\"id\":\"95891\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":1956,\"suspect\":null,\"heal\":2293,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":435104,\"suspect\":0,\"heal\":397004,\"dead\":3433,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"哈萨克斯坦\",\"id\":\"95400\",\"lastUpdateTime\":\"2021-05-27 13:02:37\",\"children\":[]},{\"today\":{\"confirm\":7,\"suspect\":null,\"heal\":118,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":13671,\"suspect\":0,\"heal\":13381,\"dead\":127,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"安道尔\",\"id\":\"95643\",\"lastUpdateTime\":\"2021-05-27 09:57:30\",\"children\":[]},{\"today\":{\"confirm\":20,\"suspect\":null,\"heal\":147,\"dead\":3,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":48101,\"suspect\":0,\"heal\":24373,\"dead\":934,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"牙买加\",\"id\":\"95886\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":null,\"suspect\":null,\"heal\":null,\"dead\":null,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":252,\"suspect\":0,\"heal\":238,\"dead\":13,\"severe\":0},\"extData\":{},\"name\":\"格恩西岛\",\"id\":\"82333\",\"lastUpdateTime\":\"2020-06-15 13:26:03\",\"children\":[]},{\"today\":{\"confirm\":379,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":1076533,\"suspect\":0,\"heal\":1035902,\"dead\":30092,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"罗马尼亚\",\"id\":\"95677\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":866,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":212904,\"suspect\":0,\"heal\":196355,\"dead\":2293,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"阿曼\",\"id\":\"95436\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]},{\"today\":{\"confirm\":null,\"suspect\":null,\"heal\":null,\"dead\":null,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":82,\"suspect\":0,\"heal\":55,\"dead\":1,\"severe\":0},\"extData\":{},\"name\":\"列支敦士登\",\"id\":\"95672\",\"lastUpdateTime\":\"2020-06-15 14:25:46\",\"children\":[]},{\"today\":{\"confirm\":62,\"suspect\":null,\"heal\":0,\"dead\":0,\"severe\":null,\"storeConfirm\":null},\"total\":{\"confirm\":41061,\"suspect\":0,\"heal\":39763,\"dead\":817,\"severe\":0,\"input\":0},\"extData\":{},\"name\":\"马达加斯加\",\"id\":\"9547021\",\"lastUpdateTime\":\"2021-05-27 08:27:36\",\"children\":[]}]},\"timestamp\":1622097442210}\n"
     ]
    }
   ],
   "source": [
    "print(data.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9a6a8e7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8cb23b1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_json = json.loads(data.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7cd4297b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dict'>\n"
     ]
    }
   ],
   "source": [
    "print(type(data_json))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c4b5484c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "成功\n"
     ]
    }
   ],
   "source": [
    "print(data_json[\"msg\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "68d78589",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['reqId', 'code', 'msg', 'data', 'timestamp'])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "86b23166",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['chinaTotal', 'chinaDayList', 'lastUpdateTime', 'overseaLastUpdateTime', 'areaTree'])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json[\"data\"].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f8dca709",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "655"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_json[\"data\"]['chinaTotal']['today']['confirm']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0f58aa0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-03-28\n",
      "2021-03-29\n",
      "2021-03-30\n",
      "2021-03-31\n",
      "2021-04-01\n",
      "2021-04-02\n",
      "2021-04-03\n",
      "2021-04-04\n",
      "2021-04-05\n",
      "2021-04-06\n",
      "2021-04-07\n",
      "2021-04-08\n",
      "2021-04-09\n",
      "2021-04-10\n",
      "2021-04-11\n",
      "2021-04-12\n",
      "2021-04-13\n",
      "2021-04-14\n",
      "2021-04-15\n",
      "2021-04-16\n",
      "2021-04-17\n",
      "2021-04-18\n",
      "2021-04-19\n",
      "2021-04-20\n",
      "2021-04-21\n",
      "2021-04-22\n",
      "2021-04-23\n",
      "2021-04-24\n",
      "2021-04-25\n",
      "2021-04-26\n",
      "2021-04-27\n",
      "2021-04-28\n",
      "2021-04-29\n",
      "2021-04-30\n",
      "2021-05-01\n",
      "2021-05-02\n",
      "2021-05-03\n",
      "2021-05-04\n",
      "2021-05-05\n",
      "2021-05-06\n",
      "2021-05-07\n",
      "2021-05-08\n",
      "2021-05-09\n",
      "2021-05-10\n",
      "2021-05-11\n",
      "2021-05-12\n",
      "2021-05-13\n",
      "2021-05-14\n",
      "2021-05-15\n",
      "2021-05-16\n",
      "2021-05-17\n",
      "2021-05-18\n",
      "2021-05-19\n",
      "2021-05-20\n",
      "2021-05-21\n",
      "2021-05-22\n",
      "2021-05-23\n",
      "2021-05-24\n",
      "2021-05-25\n",
      "2021-05-26\n"
     ]
    }
   ],
   "source": [
    "for i in data_json[\"data\"]['chinaDayList']:\n",
    "    print(i['date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1712f13b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "湖北\n",
      "香港\n",
      "台湾\n",
      "广东\n",
      "上海\n",
      "黑龙江\n",
      "浙江\n",
      "河北\n",
      "河南\n",
      "北京\n",
      "湖南\n",
      "四川\n",
      "安徽\n",
      "新疆\n",
      "江西\n",
      "山东\n",
      "江苏\n",
      "福建\n",
      "陕西\n",
      "重庆\n",
      "吉林\n",
      "辽宁\n",
      "天津\n",
      "内蒙古\n",
      "云南\n",
      "广西\n",
      "山西\n",
      "甘肃\n",
      "海南\n",
      "贵州\n",
      "宁夏\n",
      "澳门\n",
      "青海\n",
      "西藏\n"
     ]
    }
   ],
   "source": [
    "for i in data_json['data']['areaTree'][2]['children']:\n",
    "    print(i[\"name\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "47f62802",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_province = data_json['data']['areaTree'][2]['children']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f264a99e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>today</th>\n",
       "      <th>total</th>\n",
       "      <th>extData</th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>lastUpdateTime</th>\n",
       "      <th>children</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{'confirm': 0, 'suspect': None, 'heal': 0, 'de...</td>\n",
       "      <td>{'confirm': 68159, 'suspect': 0, 'heal': 63645...</td>\n",
       "      <td>{}</td>\n",
       "      <td>湖北</td>\n",
       "      <td>420000</td>\n",
       "      <td>2021-05-27 08:27:42</td>\n",
       "      <td>[{'today': {'confirm': 0, 'suspect': None, 'he...</td>\n",
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       "      <td>{'confirm': 1, 'suspect': None, 'heal': 1, 'de...</td>\n",
       "      <td>{'confirm': 11836, 'suspect': 0, 'heal': 11561...</td>\n",
       "      <td>{}</td>\n",
       "      <td>香港</td>\n",
       "      <td>810000</td>\n",
       "      <td>2021-05-27 08:47:41</td>\n",
       "      <td>[{'today': {'confirm': 1, 'suspect': None, 'he...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{'confirm': 635, 'suspect': None, 'heal': 0, '...</td>\n",
       "      <td>{'confirm': 6091, 'suspect': 0, 'heal': 1133, ...</td>\n",
       "      <td>{}</td>\n",
       "      <td>台湾</td>\n",
       "      <td>700000</td>\n",
       "      <td>2021-05-27 08:47:40</td>\n",
       "      <td>[{'today': {'confirm': 635, 'suspect': None, '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{'confirm': 14, 'suspect': None, 'heal': 5, 'd...</td>\n",
       "      <td>{'confirm': 2427, 'suspect': 0, 'heal': 2371, ...</td>\n",
       "      <td>{}</td>\n",
       "      <td>广东</td>\n",
       "      <td>440000</td>\n",
       "      <td>2021-05-27 08:57:48</td>\n",
       "      <td>[{'today': {'confirm': 12, 'suspect': None, 'h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{'confirm': 1, 'suspect': None, 'heal': 4, 'de...</td>\n",
       "      <td>{'confirm': 2079, 'suspect': 0, 'heal': 2008, ...</td>\n",
       "      <td>{}</td>\n",
       "      <td>上海</td>\n",
       "      <td>310000</td>\n",
       "      <td>2021-05-27 08:27:41</td>\n",
       "      <td>[{'today': {'confirm': 1, 'suspect': None, 'he...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               today  \\\n",
       "0  {'confirm': 0, 'suspect': None, 'heal': 0, 'de...   \n",
       "1  {'confirm': 1, 'suspect': None, 'heal': 1, 'de...   \n",
       "2  {'confirm': 635, 'suspect': None, 'heal': 0, '...   \n",
       "3  {'confirm': 14, 'suspect': None, 'heal': 5, 'd...   \n",
       "4  {'confirm': 1, 'suspect': None, 'heal': 4, 'de...   \n",
       "\n",
       "                                               total extData name      id  \\\n",
       "0  {'confirm': 68159, 'suspect': 0, 'heal': 63645...      {}   湖北  420000   \n",
       "1  {'confirm': 11836, 'suspect': 0, 'heal': 11561...      {}   香港  810000   \n",
       "2  {'confirm': 6091, 'suspect': 0, 'heal': 1133, ...      {}   台湾  700000   \n",
       "3  {'confirm': 2427, 'suspect': 0, 'heal': 2371, ...      {}   广东  440000   \n",
       "4  {'confirm': 2079, 'suspect': 0, 'heal': 2008, ...      {}   上海  310000   \n",
       "\n",
       "        lastUpdateTime                                           children  \n",
       "0  2021-05-27 08:27:42  [{'today': {'confirm': 0, 'suspect': None, 'he...  \n",
       "1  2021-05-27 08:47:41  [{'today': {'confirm': 1, 'suspect': None, 'he...  \n",
       "2  2021-05-27 08:47:40  [{'today': {'confirm': 635, 'suspect': None, '...  \n",
       "3  2021-05-27 08:57:48  [{'today': {'confirm': 12, 'suspect': None, 'h...  \n",
       "4  2021-05-27 08:27:41  [{'today': {'confirm': 1, 'suspect': None, 'he...  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(data_province).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f9abd776",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>name</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>810000</td>\n",
       "      <td>2021-05-27 08:47:41</td>\n",
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       "      <th>2</th>\n",
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       "      <td>台湾</td>\n",
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       "      <th>3</th>\n",
       "      <td>440000</td>\n",
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       "      <td>广东</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>310000</td>\n",
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       "      <td>上海</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id       lastUpdateTime name\n",
       "0  420000  2021-05-27 08:27:42   湖北\n",
       "1  810000  2021-05-27 08:47:41   香港\n",
       "2  700000  2021-05-27 08:47:40   台湾\n",
       "3  440000  2021-05-27 08:57:48   广东\n",
       "4  310000  2021-05-27 08:27:41   上海"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info = pd.DataFrame(data_province)[['id','lastUpdateTime','name']]\n",
    "info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "10ce84ac",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0</td>\n",
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       "      <td>None</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "   confirm suspect  heal  dead severe  storeConfirm\n",
       "0        0    None     0     0   None             0\n",
       "1        1    None     1     0   None             0\n",
       "2      635    None     0    11   None           624\n",
       "3       14    None     5     0   None             9\n",
       "4        1    None     4     0   None            -3"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取today中的数据\n",
    "today_data = pd.DataFrame([province['today'] for province in data_province ]) \n",
    "today_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d72f0b2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "today_data.columns = ['today_'+ i for i in today_data.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "18712f0a",
   "metadata": {},
   "outputs": [
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       "      <td>None</td>\n",
       "      <td>9</td>\n",
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       "      <th>4</th>\n",
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      "text/plain": [
       "   today_confirm today_suspect  today_heal  today_dead today_severe  \\\n",
       "0              0          None           0           0         None   \n",
       "1              1          None           1           0         None   \n",
       "2            635          None           0          11         None   \n",
       "3             14          None           5           0         None   \n",
       "4              1          None           4           0         None   \n",
       "\n",
       "   today_storeConfirm  \n",
       "0                   0  \n",
       "1                   0  \n",
       "2                 624  \n",
       "3                   9  \n",
       "4                  -3  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "today_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ac60db3e",
   "metadata": {},
   "outputs": [
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>2371</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2079</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   confirm  suspect   heal  dead  severe  input  newConfirm  newDead  newHeal\n",
       "0    68159        0  63645  4512       0      0         NaN      NaN      NaN\n",
       "1    11836        0  11561   210       0      0         NaN      NaN      NaN\n",
       "2     6091        0   1133    46       0      0         NaN      NaN      NaN\n",
       "3     2427        0   2371     8       0      0         NaN      NaN      NaN\n",
       "4     2079        0   2008     7       0      0         NaN      NaN      NaN"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_data = pd.DataFrame([province['total'] for province in data_province ]) \n",
    "total_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "64ba7e47",
   "metadata": {},
   "outputs": [],
   "source": [
    "total_data.columns = ['total_'+ i for i in total_data.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "069f8341",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th>total_confirm</th>\n",
       "      <th>total_suspect</th>\n",
       "      <th>total_heal</th>\n",
       "      <th>total_dead</th>\n",
       "      <th>total_severe</th>\n",
       "      <th>total_input</th>\n",
       "      <th>total_newConfirm</th>\n",
       "      <th>total_newDead</th>\n",
       "      <th>total_newHeal</th>\n",
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       "      <td>11836</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>2</th>\n",
       "      <td>6091</td>\n",
       "      <td>0</td>\n",
       "      <td>1133</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>2371</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
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       "      <th>4</th>\n",
       "      <td>2079</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_confirm  total_suspect  total_heal  total_dead  total_severe  \\\n",
       "0          68159              0       63645        4512             0   \n",
       "1          11836              0       11561         210             0   \n",
       "2           6091              0        1133          46             0   \n",
       "3           2427              0        2371           8             0   \n",
       "4           2079              0        2008           7             0   \n",
       "\n",
       "   total_input  total_newConfirm  total_newDead  total_newHeal  \n",
       "0            0               NaN            NaN            NaN  \n",
       "1            0               NaN            NaN            NaN  \n",
       "2            0               NaN            NaN            NaN  \n",
       "3            0               NaN            NaN            NaN  \n",
       "4            0               NaN            NaN            NaN  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8da190ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>lastUpdateTime</th>\n",
       "      <th>name</th>\n",
       "      <th>total_confirm</th>\n",
       "      <th>total_suspect</th>\n",
       "      <th>total_heal</th>\n",
       "      <th>total_dead</th>\n",
       "      <th>total_severe</th>\n",
       "      <th>total_input</th>\n",
       "      <th>total_newConfirm</th>\n",
       "      <th>total_newDead</th>\n",
       "      <th>total_newHeal</th>\n",
       "      <th>today_confirm</th>\n",
       "      <th>today_suspect</th>\n",
       "      <th>today_heal</th>\n",
       "      <th>today_dead</th>\n",
       "      <th>today_severe</th>\n",
       "      <th>today_storeConfirm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>420000</td>\n",
       "      <td>2021-05-27 08:27:42</td>\n",
       "      <td>湖北</td>\n",
       "      <td>68159</td>\n",
       "      <td>0</td>\n",
       "      <td>63645</td>\n",
       "      <td>4512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>810000</td>\n",
       "      <td>2021-05-27 08:47:41</td>\n",
       "      <td>香港</td>\n",
       "      <td>11836</td>\n",
       "      <td>0</td>\n",
       "      <td>11561</td>\n",
       "      <td>210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>700000</td>\n",
       "      <td>2021-05-27 08:47:40</td>\n",
       "      <td>台湾</td>\n",
       "      <td>6091</td>\n",
       "      <td>0</td>\n",
       "      <td>1133</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>635</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>None</td>\n",
       "      <td>624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>440000</td>\n",
       "      <td>2021-05-27 08:57:48</td>\n",
       "      <td>广东</td>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>2371</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>None</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>310000</td>\n",
       "      <td>2021-05-27 08:27:41</td>\n",
       "      <td>上海</td>\n",
       "      <td>2079</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>7</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id       lastUpdateTime name  total_confirm  total_suspect  total_heal  \\\n",
       "0  420000  2021-05-27 08:27:42   湖北          68159              0       63645   \n",
       "1  810000  2021-05-27 08:47:41   香港          11836              0       11561   \n",
       "2  700000  2021-05-27 08:47:40   台湾           6091              0        1133   \n",
       "3  440000  2021-05-27 08:57:48   广东           2427              0        2371   \n",
       "4  310000  2021-05-27 08:27:41   上海           2079              0        2008   \n",
       "\n",
       "   total_dead  total_severe  total_input  total_newConfirm  total_newDead  \\\n",
       "0        4512             0            0               NaN            NaN   \n",
       "1         210             0            0               NaN            NaN   \n",
       "2          46             0            0               NaN            NaN   \n",
       "3           8             0            0               NaN            NaN   \n",
       "4           7             0            0               NaN            NaN   \n",
       "\n",
       "   total_newHeal  today_confirm today_suspect  today_heal  today_dead  \\\n",
       "0            NaN              0          None           0           0   \n",
       "1            NaN              1          None           1           0   \n",
       "2            NaN            635          None           0          11   \n",
       "3            NaN             14          None           5           0   \n",
       "4            NaN              1          None           4           0   \n",
       "\n",
       "  today_severe  today_storeConfirm  \n",
       "0         None                   0  \n",
       "1         None                   0  \n",
       "2         None                 624  \n",
       "3         None                   9  \n",
       "4         None                  -3  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([info,total_data,today_data],axis=1).head() # 将三个数据合并"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "33d07226",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将提取数据的方法封装为函数\n",
    "def get_data(data,info_list):\n",
    "    info = pd.DataFrame(data)[info_list] # 主要信息\n",
    "    \n",
    "    today_data = pd.DataFrame([i['today'] for i in data ]) # 生成today的数据\n",
    "    today_data.columns = ['today_'+i for i in today_data.columns] # 修改列名\n",
    "    \n",
    "    total_data = pd.DataFrame([i['total'] for i in data ]) # 生成total的数据\n",
    "    total_data.columns = ['total_'+i for i in total_data.columns] # 修改列名\n",
    "    # info、today和total横向合并最终得到汇总的数据\n",
    "    return pd.concat([info,total_data,today_data],axis=1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f185b2a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "today_province = get_data(data_province,[\"id\",\"name\",\"lastUpdateTime\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ca30a3f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
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       "      <td>台湾</td>\n",
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       "      <th>3</th>\n",
       "      <td>440000</td>\n",
       "      <td>广东</td>\n",
       "      <td>2021-05-27 08:57:48</td>\n",
       "      <td>2427</td>\n",
       "      <td>0</td>\n",
       "      <td>2371</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>None</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>9</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>310000</td>\n",
       "      <td>上海</td>\n",
       "      <td>2021-05-27 08:27:41</td>\n",
       "      <td>2079</td>\n",
       "      <td>0</td>\n",
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       "      <td>7</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id name       lastUpdateTime  total_confirm  total_suspect  total_heal  \\\n",
       "0  420000   湖北  2021-05-27 08:27:42          68159              0       63645   \n",
       "1  810000   香港  2021-05-27 08:47:41          11836              0       11561   \n",
       "2  700000   台湾  2021-05-27 08:47:40           6091              0        1133   \n",
       "3  440000   广东  2021-05-27 08:57:48           2427              0        2371   \n",
       "4  310000   上海  2021-05-27 08:27:41           2079              0        2008   \n",
       "\n",
       "   total_dead  total_severe  total_input  total_newConfirm  total_newDead  \\\n",
       "0        4512             0            0               NaN            NaN   \n",
       "1         210             0            0               NaN            NaN   \n",
       "2          46             0            0               NaN            NaN   \n",
       "3           8             0            0               NaN            NaN   \n",
       "4           7             0            0               NaN            NaN   \n",
       "\n",
       "   total_newHeal  today_confirm today_suspect  today_heal  today_dead  \\\n",
       "0            NaN              0          None           0           0   \n",
       "1            NaN              1          None           1           0   \n",
       "2            NaN            635          None           0          11   \n",
       "3            NaN             14          None           5           0   \n",
       "4            NaN              1          None           4           0   \n",
       "\n",
       "  today_severe  today_storeConfirm  \n",
       "0         None                   0  \n",
       "1         None                   0  \n",
       "2         None                 624  \n",
       "3         None                   9  \n",
       "4         None                  -3  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "today_province.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8634ff2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "today_province.to_csv(\"testSave.csv\",encoding=\"utf8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "640621db",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "def save_data(data,name): # 定义保存数据方法\n",
    "    file_name = name+'_'+time.strftime('%Y_%m_%d',time.localtime(time.time()))+'.csv'\n",
    "    data.to_csv(file_name,index=None,encoding='utf_8_sig')\n",
    "    print(file_name+' 保存成功！')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "02addc22",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021_05_27\n"
     ]
    }
   ],
   "source": [
    "print(time.strftime('%Y_%m_%d',time.localtime(time.time())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4fd5183d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "today_province_2021_05_27.csv 保存成功！\n"
     ]
    }
   ],
   "source": [
    "save_data(today_province,'today_province')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ea2fa458",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>today</th>\n",
       "      <th>total</th>\n",
       "      <th>extData</th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>lastUpdateTime</th>\n",
       "      <th>children</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{'confirm': 1324, 'suspect': None, 'heal': 714...</td>\n",
       "      <td>{'confirm': 338853, 'suspect': 0, 'heal': 2988...</td>\n",
       "      <td>{}</td>\n",
       "      <td>突尼斯</td>\n",
       "      <td>9577772</td>\n",
       "      <td>2021-05-27 08:27:36</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{'confirm': 387, 'suspect': None, 'heal': 0, '...</td>\n",
       "      <td>{'confirm': 711116, 'suspect': 0, 'heal': 0, '...</td>\n",
       "      <td>{}</td>\n",
       "      <td>塞尔维亚</td>\n",
       "      <td>9507896</td>\n",
       "      <td>2021-05-27 08:27:36</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{'confirm': 655, 'suspect': None, 'heal': 13, ...</td>\n",
       "      <td>{'confirm': 109016, 'suspect': 0, 'heal': 9881...</td>\n",
       "      <td>{'noSymptom': 392, 'incrNoSymptom': 22}</td>\n",
       "      <td>中国</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-05-27 08:27:41</td>\n",
       "      <td>[{'today': {'confirm': 0, 'suspect': None, 'he...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{'confirm': 2, 'suspect': None, 'heal': 0, 'de...</td>\n",
       "      <td>{'confirm': 731073, 'suspect': 0, 'heal': 6499...</td>\n",
       "      <td>{}</td>\n",
       "      <td>日本本土</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-27 14:07:43</td>\n",
       "      <td>[{'today': {'confirm': -1, 'suspect': None, 'h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{'confirm': 2455, 'suspect': None, 'heal': 0, ...</td>\n",
       "      <td>{'confirm': 137894, 'suspect': 0, 'heal': 2687...</td>\n",
       "      <td>{}</td>\n",
       "      <td>泰国</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-05-27 08:27:36</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               today  \\\n",
       "0  {'confirm': 1324, 'suspect': None, 'heal': 714...   \n",
       "1  {'confirm': 387, 'suspect': None, 'heal': 0, '...   \n",
       "2  {'confirm': 655, 'suspect': None, 'heal': 13, ...   \n",
       "3  {'confirm': 2, 'suspect': None, 'heal': 0, 'de...   \n",
       "4  {'confirm': 2455, 'suspect': None, 'heal': 0, ...   \n",
       "\n",
       "                                               total  \\\n",
       "0  {'confirm': 338853, 'suspect': 0, 'heal': 2988...   \n",
       "1  {'confirm': 711116, 'suspect': 0, 'heal': 0, '...   \n",
       "2  {'confirm': 109016, 'suspect': 0, 'heal': 9881...   \n",
       "3  {'confirm': 731073, 'suspect': 0, 'heal': 6499...   \n",
       "4  {'confirm': 137894, 'suspect': 0, 'heal': 2687...   \n",
       "\n",
       "                                   extData  name       id  \\\n",
       "0                                       {}   突尼斯  9577772   \n",
       "1                                       {}  塞尔维亚  9507896   \n",
       "2  {'noSymptom': 392, 'incrNoSymptom': 22}    中国        0   \n",
       "3                                       {}  日本本土        1   \n",
       "4                                       {}    泰国        2   \n",
       "\n",
       "        lastUpdateTime                                           children  \n",
       "0  2021-05-27 08:27:36                                                 []  \n",
       "1  2021-05-27 08:27:36                                                 []  \n",
       "2  2021-05-27 08:27:41  [{'today': {'confirm': 0, 'suspect': None, 'he...  \n",
       "3  2021-05-27 14:07:43  [{'today': {'confirm': -1, 'suspect': None, 'h...  \n",
       "4  2021-05-27 08:27:36                                                 []  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(data_json[\"data\"][\"areaTree\"]).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3aac3255",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "today_world_2021_05_27.csv 保存成功！\n"
     ]
    }
   ],
   "source": [
    "save_data(get_data(data_json[\"data\"][\"areaTree\"],[\"id\",\"name\",\"lastUpdateTime\"]),\"today_world\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5d2ddc66",
   "metadata": {},
   "outputs": [],
   "source": [
    "chinaDayList = data_json['data']['chinaDayList'] # 取出chinaDayList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "590f8598",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>today</th>\n",
       "      <th>total</th>\n",
       "      <th>extData</th>\n",
       "      <th>lastUpdateTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-03-28</td>\n",
       "      <td>{'confirm': 18, 'suspect': 0, 'heal': 0, 'dead...</td>\n",
       "      <td>{'confirm': 102698, 'suspect': 0, 'heal': 9745...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-03-29</td>\n",
       "      <td>{'confirm': 17, 'suspect': 0, 'heal': 0, 'dead...</td>\n",
       "      <td>{'confirm': 102715, 'suspect': 0, 'heal': 9748...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-03-30</td>\n",
       "      <td>{'confirm': 19, 'suspect': 1, 'heal': 0, 'dead...</td>\n",
       "      <td>{'confirm': 102734, 'suspect': 0, 'heal': 9749...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-03-31</td>\n",
       "      <td>{'confirm': 28, 'suspect': 0, 'heal': 0, 'dead...</td>\n",
       "      <td>{'confirm': 102762, 'suspect': 0, 'heal': 9751...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>{'confirm': 28, 'suspect': 2, 'heal': 0, 'dead...</td>\n",
       "      <td>{'confirm': 102790, 'suspect': 0, 'heal': 9754...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date                                              today  \\\n",
       "0  2021-03-28  {'confirm': 18, 'suspect': 0, 'heal': 0, 'dead...   \n",
       "1  2021-03-29  {'confirm': 17, 'suspect': 0, 'heal': 0, 'dead...   \n",
       "2  2021-03-30  {'confirm': 19, 'suspect': 1, 'heal': 0, 'dead...   \n",
       "3  2021-03-31  {'confirm': 28, 'suspect': 0, 'heal': 0, 'dead...   \n",
       "4  2021-04-01  {'confirm': 28, 'suspect': 2, 'heal': 0, 'dead...   \n",
       "\n",
       "                                               total extData lastUpdateTime  \n",
       "0  {'confirm': 102698, 'suspect': 0, 'heal': 9745...    None           None  \n",
       "1  {'confirm': 102715, 'suspect': 0, 'heal': 9748...    None           None  \n",
       "2  {'confirm': 102734, 'suspect': 0, 'heal': 9749...    None           None  \n",
       "3  {'confirm': 102762, 'suspect': 0, 'heal': 9751...    None           None  \n",
       "4  {'confirm': 102790, 'suspect': 0, 'heal': 9754...    None           None  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(chinaDayList).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a132c1a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alltime_China_2021_05_27.csv 保存成功！\n"
     ]
    }
   ],
   "source": [
    "save_data(get_data(chinaDayList,['date','lastUpdateTime']),\"alltime_China\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "45936c55",
   "metadata": {},
   "outputs": [],
   "source": [
    "province_dict = {num:name for num,name in zip(today_province['id'],today_province['name'])}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "8554173f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'420000': '湖北', '810000': '香港', '700000': '台湾', '440000': '广东', '310000': '上海', '230000': '黑龙江', '330000': '浙江', '130000': '河北', '410000': '河南', '110000': '北京', '430000': '湖南', '510000': '四川', '340000': '安徽', '650000': '新疆', '360000': '江西', '370000': '山东', '320000': '江苏', '350000': '福建', '610000': '陕西', '500000': '重庆', '220000': '吉林', '210000': '辽宁', '120000': '天津', '150000': '内蒙古', '530000': '云南', '450000': '广西', '140000': '山西', '620000': '甘肃', '460000': '海南', '520000': '贵州', '640000': '宁夏', '820000': '澳门', '630000': '青海', '540000': '西藏'}\n"
     ]
    }
   ],
   "source": [
    "print(province_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "717b6027",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------- 湖北 成功 (494, 16) (494, 16) ,累计耗时: 1 --------------------\n",
      "-------------------- 香港 成功 (494, 16) (988, 16) ,累计耗时: 2 --------------------\n",
      "-------------------- 台湾 成功 (493, 16) (1481, 16) ,累计耗时: 3 --------------------\n",
      "-------------------- 广东 成功 (492, 16) (1973, 16) ,累计耗时: 5 --------------------\n",
      "-------------------- 上海 成功 (478, 16) (2451, 16) ,累计耗时: 6 --------------------\n",
      "-------------------- 黑龙江 成功 (483, 16) (2934, 16) ,累计耗时: 8 --------------------\n",
      "-------------------- 浙江 成功 (489, 16) (3423, 16) ,累计耗时: 9 --------------------\n",
      "-------------------- 河北 成功 (485, 16) (3908, 16) ,累计耗时: 10 --------------------\n",
      "-------------------- 河南 成功 (492, 16) (4400, 16) ,累计耗时: 12 --------------------\n",
      "-------------------- 北京 成功 (486, 16) (4886, 16) ,累计耗时: 13 --------------------\n",
      "-------------------- 湖南 成功 (490, 16) (5376, 16) ,累计耗时: 14 --------------------\n",
      "-------------------- 四川 成功 (487, 16) (5863, 16) ,累计耗时: 16 --------------------\n",
      "-------------------- 安徽 成功 (491, 16) (6354, 16) ,累计耗时: 17 --------------------\n",
      "-------------------- 新疆 成功 (494, 16) (6848, 16) ,累计耗时: 19 --------------------\n",
      "-------------------- 江西 成功 (492, 16) (7340, 16) ,累计耗时: 20 --------------------\n",
      "-------------------- 山东 成功 (486, 16) (7826, 16) ,累计耗时: 22 --------------------\n",
      "-------------------- 江苏 成功 (492, 16) (8318, 16) ,累计耗时: 23 --------------------\n",
      "-------------------- 福建 成功 (485, 16) (8803, 16) ,累计耗时: 25 --------------------\n",
      "-------------------- 陕西 成功 (484, 16) (9287, 16) ,累计耗时: 26 --------------------\n",
      "-------------------- 重庆 成功 (493, 16) (9780, 16) ,累计耗时: 28 --------------------\n",
      "-------------------- 吉林 成功 (487, 16) (10267, 16) ,累计耗时: 29 --------------------\n",
      "-------------------- 辽宁 成功 (481, 16) (10748, 16) ,累计耗时: 31 --------------------\n",
      "-------------------- 天津 成功 (487, 16) (11235, 16) ,累计耗时: 32 --------------------\n",
      "-------------------- 内蒙古 成功 (488, 16) (11723, 16) ,累计耗时: 34 --------------------\n",
      "-------------------- 云南 成功 (485, 16) (12208, 16) ,累计耗时: 35 --------------------\n",
      "-------------------- 广西 成功 (492, 16) (12700, 16) ,累计耗时: 36 --------------------\n",
      "-------------------- 山西 成功 (489, 16) (13189, 16) ,累计耗时: 38 --------------------\n",
      "-------------------- 甘肃 成功 (480, 16) (13669, 16) ,累计耗时: 39 --------------------\n",
      "-------------------- 海南 成功 (490, 16) (14159, 16) ,累计耗时: 40 --------------------\n",
      "-------------------- 贵州 成功 (490, 16) (14649, 16) ,累计耗时: 41 --------------------\n",
      "-------------------- 宁夏 成功 (490, 16) (15139, 16) ,累计耗时: 43 --------------------\n",
      "-------------------- 澳门 成功 (488, 16) (15627, 16) ,累计耗时: 44 --------------------\n",
      "-------------------- 青海 成功 (494, 16) (16121, 16) ,累计耗时: 46 --------------------\n",
      "-------------------- 西藏 成功 (493, 16) (16614, 16) ,累计耗时: 47 --------------------\n",
      "alltime_province_2021_05_27.csv 保存成功！\n"
     ]
    }
   ],
   "source": [
    "start = time.time()\n",
    "for province_id in province_dict: # 遍历各省编号\n",
    "    try:\n",
    "        # 按照省编号构建每个省的数据地址，获取json数据\n",
    "        url = 'https://c.m.163.com/ug/api/wuhan/app/data/list-by-area-code?areaCode='+province_id\n",
    "        r = requests.get(url, headers=headers)\n",
    "        data_json = json.loads(r.text)\n",
    "        \n",
    "        # 提取各省数据，然后写入各省名称\n",
    "        province_data = get_data(data_json['data']['list'],['date'])\n",
    "        province_data['name'] = province_dict[province_id]\n",
    "        \n",
    "        # 合并数据\n",
    "        # 以数据中第一个省份生成第一个DataFrame，以便后续合并\n",
    "        if province_id == '420000':\n",
    "            alltime_province = province_data\n",
    "        else:\n",
    "            alltime_province = pd.concat([alltime_province,province_data])\n",
    "            \n",
    "        print('-'*20,province_dict[province_id],'成功',\n",
    "              province_data.shape,alltime_province.shape,\n",
    "              ',累计耗时:',round(time.time()-start),'-'*20)\n",
    "        \n",
    "        # 设置延迟等待，防止爬取速度过快，ip被封\n",
    "        time.sleep(1)\n",
    "        \n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "        print('-'*20,province_dict[province_id],'wrong','-'*20)\n",
    "# 保存数据\n",
    "save_data(alltime_province,'alltime_province')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "0651d974",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_json = json.loads(data.text)\n",
    "today_world = pd.DataFrame(data_json[\"data\"][\"areaTree\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d1924439",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      9577772\n",
       "1      9507896\n",
       "2            0\n",
       "3            1\n",
       "4            2\n",
       "        ...   \n",
       "202      82333\n",
       "203      95677\n",
       "204      95436\n",
       "205      95672\n",
       "206    9547021\n",
       "Name: id, Length: 207, dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "today_world[\"id\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "074caaea",
   "metadata": {},
   "outputs": [],
   "source": [
    "country_dict = {key:value for key,value in zip(today_world['id'], today_world['name'])}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "ee96fdfc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'9577772': '突尼斯', '9507896': '塞尔维亚', '0': '中国', '1': '日本本土', '2': '泰国', '3': '新加坡', '4': '韩国', '5': '澳大利亚', '6': '德国', '7': '美国', '8': '马来西亚', '9': '越南', '89566': '圣巴泰勒米', '821': '肯尼亚', '826': '伊朗', '827': '以色列', '828': '毛利亚尼亚', '829': '黎巴嫩', '833': '克罗地亚', '834': '奥地利', '835': '瑞士', '839': '希腊', '95800': '毛里求斯', '845': '爱沙尼亚', '846': '北马其顿', '850': '白俄罗斯', '851': '立陶宛', '852': '阿塞拜疆', '875097': '美属维尔京群岛', '95826': '蒙古', '872': '乌克兰', '874': '波兰', '879': '波黑', '80902': '蒙特塞拉特', '880': '南非', '95198': '布隆迪', '95215522': '南苏丹', '893': '马耳他', '896': '摩尔多瓦', '897': '保加利亚', '898': '孟加拉', '899': '阿尔巴尼亚', '950000': '巴勒斯坦', '95kml': '科摩罗', '953333': '阿富汗', '95888822': '沙特阿拉伯', '9511123': '新西兰', '95333': '塔吉克斯坦', '83356': '泽西岛', '954467': '叙利亚', '95327': '巴拿马', '95329': '古巴', '9511111': '尼日利亚', '95858585': '摩洛哥', '9500222': '塞内加尔', '95118': '老挝', '95350': '巴哈马', '84226': '马约特岛', '954444': '斯洛文尼亚', '95103': '卢森堡', '95106': '爱尔兰', '95102': '厄瓜多尔', '957777': '捷克', '9522222': '匈牙利', '8101': '法属圭亚那', '8102': '多哥共和国', '8100': '哥斯达黎加', '8105': '文莱', '8103': '法罗群岛', '8104': '马提尼克岛', '95120': '荷兰', '951234567': '巴西', '8115': '洪都拉斯', '95394': '乌拉圭', '95390': '秘鲁', '956666': '智利', '95389': '格陵兰', '95382': '圣巴托洛谬岛', '950101010': '马尔代夫', '95384': '委内瑞拉', '8134': '毛里塔尼亚', '8135': '纳米比亚', '8132': '法属留尼汪岛', '8133': '波多黎各', '95732': '加纳', '8136': '赤道几内亚', '8130': '几内亚', '8131': '卢旺达', '80001': '格林纳达', '8129': '斯威士兰', '8145': '坦桑尼亚', '8146': '贝宁', '8143': '刚果（金）', '8144': '中非共和国', '8147': '利比里亚', '8148': '索马里', '95123456': '塞拉利昂', '95XXXX': '乍得', '8152': '赞比亚', '8151': '巴巴多斯', '95mali': '马里', '958888': '阿根廷', '81113': '法属波利尼西亚', '9584332': '巴林', '8168': '莫桑比克', '95747': '喀麦隆', '8165': '乌干达', '8166': '厄立特里亚', '95983': '刚果（布）', '8162': '津巴布韦', '956475': '丹麦', '81344': '阿鲁巴', '95776': '斐济', '8172': '伯利兹', '8173': '缅甸', '9568067': '塞浦路斯', '81134': '关岛', '888779': '科索沃', '95860612': '圣皮埃尔岛和密克隆岛', '95251456': '吉尔吉斯斯坦', '8197': '博茨瓦纳', '95309': '尼日尔', '95305': '苏里南', '95306': '佛得角', '95786': '萨尔瓦多', '95303': '圭亚那', '95787': '尼加拉瓜', '95783': '冈比亚', '9523416782': '东帝汶', '950777': '巴基斯坦', '9577890': '埃及', '9577665': '科威特', '95903': '斯洛伐克', '95904': '直布罗陀', '959333': '摩纳哥', '9509765': '巴拉圭', '856671': '荷属安的列斯', '95711': '多米尼克', '95703': '乌兹别克斯坦', '95293': '黑山', '95294': '危地马拉', '95290': '加蓬', '95291': '苏丹', '87435': '利比亚', '95287': '圣马丁岛', '95046': '土耳其', '95047': '巴布亚新几内亚', '95000011': '多米尼加', '95076': '约旦', '9532556': '亚美尼亚', '811192': '圣基茨和尼维斯', '89665': '瓜德罗普', '94367': '安提瓜和巴布达', '95215': '玻利维亚', '95693': '哥伦比亚', '879903': '圣文森特和格林纳丁斯', '84326': '圣卢西亚', '10': '法国', '11': '阿联酋', '12': '加拿大', '13': '印度', '14': '英国', '15': '意大利', '16': '俄罗斯', '17': '菲律宾', '18': '芬兰', '19': '尼泊尔', '95682': '葡萄牙', '95200': '也门', '954356': '塞舌尔', '20': '西班牙', '21': '斯里兰卡', '9509': '阿尔及利亚', '22': '柬埔寨', '95239': '海地', '23': '瑞典', '95237': '特里尼达和多巴哥', '95jibuti': '吉布提', '9512314': '圣多美与普林西比', '953487': '布基纳法索', '954332': '比利时', '9534324': '伊拉克', '95000111': '马拉维', '95010': '冰岛', '95jnybs': '几内亚比绍', '953333666': '拉脱维亚', '9512111': '不丹', '957873': '挪威', '9524546': '印度尼西亚', '956789': '安哥拉', '87656': '开曼群岛', '95844': '埃塞俄比亚', '95879': '梵蒂冈', '95632': '科特迪瓦', '95634': '卡塔尔', '95411': '莱索托', '950611': '格鲁吉亚', '96745': '墨西哥', '95891': '圣马力诺', '95400': '哈萨克斯坦', '95643': '安道尔', '95886': '牙买加', '82333': '格恩西岛', '95677': '罗马尼亚', '95436': '阿曼', '95672': '列支敦士登', '9547021': '马达加斯加'}\n"
     ]
    }
   ],
   "source": [
    "print(country_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "a6f6d7c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------- 突尼斯 成功 (433, 15) (433, 15) ,累计耗时: 3 --------------------\n",
      "-------------------- 塞尔维亚 成功 (438, 15) (871, 15) ,累计耗时: 4 --------------------\n",
      "-------------------- 中国 成功 (475, 15) (1346, 15) ,累计耗时: 5 --------------------\n",
      "-------------------- 日本本土 成功 (452, 15) (1798, 15) ,累计耗时: 7 --------------------\n",
      "-------------------- 泰国 成功 (449, 15) (2247, 15) ,累计耗时: 8 --------------------\n",
      "-------------------- 新加坡 成功 (466, 15) (2713, 15) ,累计耗时: 10 --------------------\n",
      "-------------------- 韩国 成功 (489, 15) (3202, 15) ,累计耗时: 11 --------------------\n",
      "-------------------- 澳大利亚 成功 (448, 15) (3650, 15) ,累计耗时: 12 --------------------\n",
      "-------------------- 德国 成功 (455, 15) (4105, 15) ,累计耗时: 14 --------------------\n",
      "-------------------- 美国 成功 (460, 15) (4565, 15) ,累计耗时: 15 --------------------\n",
      "-------------------- 马来西亚 成功 (452, 15) (5017, 15) ,累计耗时: 17 --------------------\n",
      "-------------------- 越南 成功 (423, 15) (5440, 15) ,累计耗时: 18 --------------------\n",
      "-------------------- 圣巴泰勒米 成功 (30, 15) (5470, 15) ,累计耗时: 19 --------------------\n",
      "-------------------- 肯尼亚 成功 (427, 15) (5897, 15) ,累计耗时: 21 --------------------\n",
      "-------------------- 伊朗 成功 (460, 15) (6357, 15) ,累计耗时: 22 --------------------\n",
      "-------------------- 以色列 成功 (452, 15) (6809, 15) ,累计耗时: 23 --------------------\n",
      "-------------------- 毛利亚尼亚 成功 (12, 15) (6821, 15) ,累计耗时: 25 --------------------\n",
      "-------------------- 黎巴嫩 成功 (435, 15) (7256, 15) ,累计耗时: 26 --------------------\n",
      "-------------------- 克罗地亚 成功 (436, 15) (7692, 15) ,累计耗时: 27 --------------------\n",
      "-------------------- 奥地利 成功 (446, 15) (8138, 15) ,累计耗时: 29 --------------------\n",
      "-------------------- 瑞士 成功 (452, 15) (8590, 15) ,累计耗时: 30 --------------------\n",
      "-------------------- 希腊 成功 (441, 15) (9031, 15) ,累计耗时: 31 --------------------\n",
      "-------------------- 毛里求斯 成功 (413, 15) (9444, 15) ,累计耗时: 33 --------------------\n",
      "-------------------- 爱沙尼亚 成功 (435, 15) (9879, 15) ,累计耗时: 34 --------------------\n",
      "-------------------- 北马其顿 成功 (425, 15) (10304, 15) ,累计耗时: 36 --------------------\n",
      "-------------------- 白俄罗斯 成功 (430, 15) (10734, 15) ,累计耗时: 37 --------------------\n",
      "-------------------- 立陶宛 成功 (432, 15) (11166, 15) ,累计耗时: 38 --------------------\n",
      "-------------------- 阿塞拜疆 成功 (431, 15) (11597, 15) ,累计耗时: 40 --------------------\n",
      "-------------------- 美属维尔京群岛 成功 (30, 15) (11627, 15) ,累计耗时: 41 --------------------\n",
      "-------------------- 蒙古 成功 (61, 15) (11688, 15) ,累计耗时: 42 --------------------\n",
      "-------------------- 乌克兰 成功 (435, 15) (12123, 15) ,累计耗时: 44 --------------------\n",
      "-------------------- 波兰 成功 (440, 15) (12563, 15) ,累计耗时: 45 --------------------\n",
      "-------------------- 波黑 成功 (427, 15) (12990, 15) ,累计耗时: 46 --------------------\n",
      "-------------------- 蒙特塞拉特 成功 (34, 15) (13024, 15) ,累计耗时: 48 --------------------\n",
      "-------------------- 南非 成功 (441, 15) (13465, 15) ,累计耗时: 49 --------------------\n",
      "-------------------- 布隆迪 成功 (40, 15) (13505, 15) ,累计耗时: 50 --------------------\n",
      "-------------------- 南苏丹 成功 (48, 15) (13553, 15) ,累计耗时: 52 --------------------\n",
      "-------------------- 马耳他 成功 (412, 15) (13965, 15) ,累计耗时: 53 --------------------\n",
      "-------------------- 摩尔多瓦 成功 (429, 15) (14394, 15) ,累计耗时: 54 --------------------\n",
      "-------------------- 保加利亚 成功 (433, 15) (14827, 15) ,累计耗时: 56 --------------------\n",
      "-------------------- 孟加拉 成功 (423, 15) (15250, 15) ,累计耗时: 57 --------------------\n",
      "-------------------- 阿尔巴尼亚 成功 (88, 15) (15338, 15) ,累计耗时: 59 --------------------\n",
      "-------------------- 巴勒斯坦 成功 (423, 15) (15761, 15) ,累计耗时: 60 --------------------\n",
      "-------------------- 科摩罗 成功 (34, 15) (15795, 15) ,累计耗时: 61 --------------------\n",
      "-------------------- 阿富汗 成功 (431, 15) (16226, 15) ,累计耗时: 63 --------------------\n",
      "-------------------- 沙特阿拉伯 成功 (443, 15) (16669, 15) ,累计耗时: 64 --------------------\n",
      "-------------------- 新西兰 成功 (436, 15) (17105, 15) ,累计耗时: 65 --------------------\n",
      "-------------------- 塔吉克斯坦 成功 (381, 15) (17486, 15) ,累计耗时: 67 --------------------\n",
      "-------------------- 泽西岛 成功 (30, 15) (17516, 15) ,累计耗时: 68 --------------------\n",
      "-------------------- 叙利亚 成功 (50, 15) (17566, 15) ,累计耗时: 69 --------------------\n",
      "-------------------- 巴拿马 成功 (426, 15) (17992, 15) ,累计耗时: 71 --------------------\n",
      "-------------------- 古巴 成功 (414, 15) (18406, 15) ,累计耗时: 72 --------------------\n",
      "-------------------- 尼日利亚 成功 (433, 15) (18839, 15) ,累计耗时: 73 --------------------\n",
      "-------------------- 摩洛哥 成功 (440, 15) (19279, 15) ,累计耗时: 75 --------------------\n",
      "-------------------- 塞内加尔 成功 (436, 15) (19715, 15) ,累计耗时: 76 --------------------\n",
      "-------------------- 老挝 成功 (44, 15) (19759, 15) ,累计耗时: 78 --------------------\n",
      "-------------------- 巴哈马 成功 (389, 15) (20148, 15) ,累计耗时: 79 --------------------\n",
      "-------------------- 马约特岛 成功 (40, 15) (20188, 15) ,累计耗时: 80 --------------------\n",
      "-------------------- 斯洛文尼亚 成功 (429, 15) (20617, 15) ,累计耗时: 82 --------------------\n",
      "-------------------- 卢森堡 成功 (434, 15) (21051, 15) ,累计耗时: 83 --------------------\n",
      "-------------------- 爱尔兰 成功 (443, 15) (21494, 15) ,累计耗时: 84 --------------------\n",
      "-------------------- 厄瓜多尔 成功 (430, 15) (21924, 15) ,累计耗时: 86 --------------------\n",
      "-------------------- 捷克 成功 (444, 15) (22368, 15) ,累计耗时: 87 --------------------\n",
      "-------------------- 匈牙利 成功 (442, 15) (22810, 15) ,累计耗时: 88 --------------------\n",
      "-------------------- 法属圭亚那 成功 (48, 15) (22858, 15) ,累计耗时: 90 --------------------\n",
      "-------------------- 多哥共和国 成功 (68, 15) (22926, 15) ,累计耗时: 91 --------------------\n",
      "-------------------- 哥斯达黎加 成功 (418, 15) (23344, 15) ,累计耗时: 92 --------------------\n",
      "-------------------- 文莱 成功 (407, 15) (23751, 15) ,累计耗时: 94 --------------------\n",
      "-------------------- 法罗群岛 成功 (47, 15) (23798, 15) ,累计耗时: 95 --------------------\n",
      "-------------------- 马提尼克岛 成功 (384, 15) (24182, 15) ,累计耗时: 97 --------------------\n",
      "-------------------- 荷兰 成功 (453, 15) (24635, 15) ,累计耗时: 98 --------------------\n",
      "-------------------- 巴西 成功 (446, 15) (25081, 15) ,累计耗时: 99 --------------------\n",
      "-------------------- 洪都拉斯 成功 (410, 15) (25491, 15) ,累计耗时: 101 --------------------\n",
      "-------------------- 乌拉圭 成功 (423, 15) (25914, 15) ,累计耗时: 102 --------------------\n",
      "-------------------- 秘鲁 成功 (438, 15) (26352, 15) ,累计耗时: 103 --------------------\n",
      "-------------------- 智利 成功 (445, 15) (26797, 15) ,累计耗时: 105 --------------------\n",
      "-------------------- 格陵兰 成功 (37, 15) (26834, 15) ,累计耗时: 106 --------------------\n",
      "-------------------- 圣巴托洛谬岛 成功 (30, 15) (26864, 15) ,累计耗时: 107 --------------------\n",
      "-------------------- 马尔代夫 成功 (410, 15) (27274, 15) ,累计耗时: 109 --------------------\n",
      "-------------------- 委内瑞拉 成功 (407, 15) (27681, 15) ,累计耗时: 110 --------------------\n",
      "-------------------- 毛里塔尼亚 成功 (395, 15) (28076, 15) ,累计耗时: 112 --------------------\n",
      "-------------------- 纳米比亚 成功 (44, 15) (28120, 15) ,累计耗时: 113 --------------------\n",
      "-------------------- 法属留尼汪岛 成功 (41, 15) (28161, 15) ,累计耗时: 115 --------------------\n",
      "-------------------- 波多黎各 成功 (47, 15) (28208, 15) ,累计耗时: 117 --------------------\n",
      "-------------------- 加纳 成功 (415, 15) (28623, 15) ,累计耗时: 118 --------------------\n",
      "-------------------- 赤道几内亚 成功 (399, 15) (29022, 15) ,累计耗时: 119 --------------------\n",
      "-------------------- 几内亚 成功 (420, 15) (29442, 15) ,累计耗时: 121 --------------------\n",
      "-------------------- 卢旺达 成功 (420, 15) (29862, 15) ,累计耗时: 122 --------------------\n",
      "-------------------- 格林纳达 成功 (39, 15) (29901, 15) ,累计耗时: 123 --------------------\n",
      "-------------------- 斯威士兰 成功 (400, 15) (30301, 15) ,累计耗时: 125 --------------------\n",
      "-------------------- 坦桑尼亚 成功 (402, 15) (30703, 15) ,累计耗时: 126 --------------------\n",
      "-------------------- 贝宁 成功 (396, 15) (31099, 15) ,累计耗时: 127 --------------------\n",
      "-------------------- 刚果（金） 成功 (426, 15) (31525, 15) ,累计耗时: 129 --------------------\n",
      "-------------------- 中非共和国 成功 (395, 15) (31920, 15) ,累计耗时: 131 --------------------\n",
      "-------------------- 利比里亚 成功 (397, 15) (32317, 15) ,累计耗时: 132 --------------------\n",
      "-------------------- 索马里 成功 (404, 15) (32721, 15) ,累计耗时: 134 --------------------\n",
      "-------------------- 塞拉利昂 成功 (399, 15) (33120, 15) ,累计耗时: 135 --------------------\n",
      "-------------------- 乍得 成功 (394, 15) (33514, 15) ,累计耗时: 136 --------------------\n",
      "-------------------- 赞比亚 成功 (413, 15) (33927, 15) ,累计耗时: 138 --------------------\n",
      "-------------------- 巴巴多斯 成功 (52, 15) (33979, 15) ,累计耗时: 139 --------------------\n",
      "-------------------- 马里 成功 (415, 15) (34394, 15) ,累计耗时: 141 --------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------- 阿根廷 成功 (439, 15) (34833, 15) ,累计耗时: 142 --------------------\n",
      "-------------------- 法属波利尼西亚 成功 (36, 15) (34869, 15) ,累计耗时: 143 --------------------\n",
      "-------------------- 巴林 成功 (444, 15) (35313, 15) ,累计耗时: 145 --------------------\n",
      "-------------------- 莫桑比克 成功 (406, 15) (35719, 15) ,累计耗时: 146 --------------------\n",
      "-------------------- 喀麦隆 成功 (420, 15) (36139, 15) ,累计耗时: 148 --------------------\n",
      "-------------------- 乌干达 成功 (417, 15) (36556, 15) ,累计耗时: 149 --------------------\n",
      "-------------------- 厄立特里亚 成功 (50, 15) (36606, 15) ,累计耗时: 151 --------------------\n",
      "-------------------- 刚果（布） 成功 (401, 15) (37007, 15) ,累计耗时: 152 --------------------\n",
      "-------------------- 津巴布韦 成功 (405, 15) (37412, 15) ,累计耗时: 153 --------------------\n",
      "-------------------- 丹麦 成功 (449, 15) (37861, 15) ,累计耗时: 155 --------------------\n",
      "-------------------- 阿鲁巴 成功 (34, 15) (37895, 15) ,累计耗时: 156 --------------------\n",
      "-------------------- 斐济 成功 (384, 15) (38279, 15) ,累计耗时: 158 --------------------\n",
      "-------------------- 伯利兹 成功 (384, 15) (38663, 15) ,累计耗时: 159 --------------------\n",
      "-------------------- 缅甸 成功 (410, 15) (39073, 15) ,累计耗时: 161 --------------------\n",
      "-------------------- 塞浦路斯 成功 (430, 15) (39503, 15) ,累计耗时: 163 --------------------\n",
      "-------------------- 关岛 成功 (33, 15) (39536, 15) ,累计耗时: 164 --------------------\n",
      "-------------------- 科索沃 成功 (34, 15) (39570, 15) ,累计耗时: 165 --------------------\n",
      "-------------------- 圣皮埃尔岛和密克隆岛 成功 (21, 15) (39591, 15) ,累计耗时: 167 --------------------\n",
      "-------------------- 吉尔吉斯斯坦 成功 (416, 15) (40007, 15) ,累计耗时: 168 --------------------\n",
      "-------------------- 博茨瓦纳 成功 (38, 15) (40045, 15) ,累计耗时: 169 --------------------\n",
      "-------------------- 尼日尔 成功 (417, 15) (40462, 15) ,累计耗时: 171 --------------------\n",
      "-------------------- 苏里南 成功 (386, 15) (40848, 15) ,累计耗时: 172 --------------------\n",
      "-------------------- 佛得角 成功 (398, 15) (41246, 15) ,累计耗时: 173 --------------------\n",
      "-------------------- 萨尔瓦多 成功 (398, 15) (41644, 15) ,累计耗时: 175 --------------------\n",
      "-------------------- 圭亚那 成功 (60, 15) (41704, 15) ,累计耗时: 176 --------------------\n",
      "-------------------- 尼加拉瓜 成功 (388, 15) (42092, 15) ,累计耗时: 178 --------------------\n",
      "-------------------- 冈比亚 成功 (41, 15) (42133, 15) ,累计耗时: 179 --------------------\n",
      "-------------------- 东帝汶 成功 (38, 15) (42171, 15) ,累计耗时: 180 --------------------\n",
      "-------------------- 巴基斯坦 成功 (445, 15) (42616, 15) ,累计耗时: 182 --------------------\n",
      "-------------------- 埃及 成功 (443, 15) (43059, 15) ,累计耗时: 183 --------------------\n",
      "-------------------- 科威特 成功 (442, 15) (43501, 15) ,累计耗时: 185 --------------------\n",
      "-------------------- 斯洛伐克 成功 (429, 15) (43930, 15) ,累计耗时: 186 --------------------\n",
      "-------------------- 直布罗陀 成功 (39, 15) (43969, 15) ,累计耗时: 187 --------------------\n",
      "-------------------- 摩纳哥 成功 (69, 15) (44038, 15) ,累计耗时: 189 --------------------\n",
      "-------------------- 巴拉圭 成功 (413, 15) (44451, 15) ,累计耗时: 191 --------------------\n",
      "-------------------- 荷属安的列斯 成功 (27, 15) (44478, 15) ,累计耗时: 192 --------------------\n",
      "-------------------- 多米尼克 成功 (38, 15) (44516, 15) ,累计耗时: 194 --------------------\n",
      "-------------------- 乌兹别克斯坦 成功 (429, 15) (44945, 15) ,累计耗时: 195 --------------------\n",
      "-------------------- 黑山 成功 (412, 15) (45357, 15) ,累计耗时: 197 --------------------\n",
      "-------------------- 危地马拉 成功 (405, 15) (45762, 15) ,累计耗时: 198 --------------------\n",
      "-------------------- 加蓬 成功 (416, 15) (46178, 15) ,累计耗时: 200 --------------------\n",
      "-------------------- 苏丹 成功 (411, 15) (46589, 15) ,累计耗时: 202 --------------------\n",
      "-------------------- 利比亚 成功 (400, 15) (46989, 15) ,累计耗时: 203 --------------------\n",
      "-------------------- 圣马丁岛 成功 (36, 15) (47025, 15) ,累计耗时: 205 --------------------\n",
      "-------------------- 土耳其 成功 (440, 15) (47465, 15) ,累计耗时: 206 --------------------\n",
      "-------------------- 巴布亚新几内亚 成功 (36, 15) (47501, 15) ,累计耗时: 208 --------------------\n",
      "-------------------- 多米尼加 成功 (416, 15) (47917, 15) ,累计耗时: 209 --------------------\n",
      "-------------------- 约旦 成功 (428, 15) (48345, 15) ,累计耗时: 211 --------------------\n",
      "-------------------- 亚美尼亚 成功 (434, 15) (48779, 15) ,累计耗时: 212 --------------------\n",
      "-------------------- 圣基茨和尼维斯 成功 (39, 15) (48818, 15) ,累计耗时: 214 --------------------\n",
      "-------------------- 瓜德罗普 成功 (40, 15) (48858, 15) ,累计耗时: 215 --------------------\n",
      "-------------------- 安提瓜和巴布达 成功 (381, 15) (49239, 15) ,累计耗时: 216 --------------------\n",
      "-------------------- 玻利维亚 成功 (410, 15) (49649, 15) ,累计耗时: 218 --------------------\n",
      "-------------------- 哥伦比亚 成功 (433, 15) (50082, 15) ,累计耗时: 219 --------------------\n",
      "-------------------- 圣文森特和格林纳丁斯 成功 (37, 15) (50119, 15) ,累计耗时: 220 --------------------\n",
      "-------------------- 圣卢西亚 成功 (37, 15) (50156, 15) ,累计耗时: 222 --------------------\n",
      "-------------------- 法国 成功 (456, 15) (50612, 15) ,累计耗时: 223 --------------------\n",
      "-------------------- 阿联酋 成功 (443, 15) (51055, 15) ,累计耗时: 225 --------------------\n",
      "-------------------- 加拿大 成功 (454, 15) (51509, 15) ,累计耗时: 226 --------------------\n",
      "-------------------- 印度 成功 (450, 15) (51959, 15) ,累计耗时: 228 --------------------\n",
      "-------------------- 英国 成功 (456, 15) (52415, 15) ,累计耗时: 229 --------------------\n",
      "-------------------- 意大利 成功 (478, 15) (52893, 15) ,累计耗时: 231 --------------------\n",
      "-------------------- 俄罗斯 成功 (448, 15) (53341, 15) ,累计耗时: 232 --------------------\n",
      "-------------------- 菲律宾 成功 (444, 15) (53785, 15) ,累计耗时: 233 --------------------\n",
      "-------------------- 芬兰 成功 (448, 15) (54233, 15) ,累计耗时: 235 --------------------\n",
      "-------------------- 尼泊尔 成功 (400, 15) (54633, 15) ,累计耗时: 236 --------------------\n",
      "-------------------- 葡萄牙 成功 (439, 15) (55072, 15) ,累计耗时: 237 --------------------\n",
      "-------------------- 也门 成功 (384, 15) (55456, 15) ,累计耗时: 239 --------------------\n",
      "-------------------- 塞舌尔 成功 (41, 15) (55497, 15) ,累计耗时: 240 --------------------\n",
      "-------------------- 西班牙 成功 (457, 15) (55954, 15) ,累计耗时: 242 --------------------\n",
      "-------------------- 斯里兰卡 成功 (432, 15) (56386, 15) ,累计耗时: 243 --------------------\n",
      "-------------------- 阿尔及利亚 成功 (436, 15) (56822, 15) ,累计耗时: 244 --------------------\n",
      "-------------------- 柬埔寨 成功 (400, 15) (57222, 15) ,累计耗时: 246 --------------------\n",
      "-------------------- 海地 成功 (394, 15) (57616, 15) ,累计耗时: 247 --------------------\n",
      "-------------------- 瑞典 成功 (449, 15) (58065, 15) ,累计耗时: 249 --------------------\n",
      "-------------------- 特里尼达和多巴哥 成功 (45, 15) (58110, 15) ,累计耗时: 251 --------------------\n",
      "-------------------- 吉布提 成功 (411, 15) (58521, 15) ,累计耗时: 252 --------------------\n",
      "-------------------- 圣多美与普林西比 成功 (36, 15) (58557, 15) ,累计耗时: 253 --------------------\n",
      "-------------------- 布基纳法索 成功 (427, 15) (58984, 15) ,累计耗时: 255 --------------------\n",
      "-------------------- 比利时 成功 (450, 15) (59434, 15) ,累计耗时: 256 --------------------\n",
      "-------------------- 伊拉克 成功 (451, 15) (59885, 15) ,累计耗时: 258 --------------------\n",
      "-------------------- 马拉维 成功 (392, 15) (60277, 15) ,累计耗时: 260 --------------------\n",
      "-------------------- 冰岛 成功 (437, 15) (60714, 15) ,累计耗时: 261 --------------------\n",
      "-------------------- 几内亚比绍 成功 (398, 15) (61112, 15) ,累计耗时: 263 --------------------\n",
      "-------------------- 拉脱维亚 成功 (435, 15) (61547, 15) ,累计耗时: 265 --------------------\n",
      "-------------------- 不丹 成功 (43, 15) (61590, 15) ,累计耗时: 266 --------------------\n",
      "-------------------- 挪威 成功 (450, 15) (62040, 15) ,累计耗时: 267 --------------------\n",
      "-------------------- 印度尼西亚 成功 (441, 15) (62481, 15) ,累计耗时: 269 --------------------\n",
      "-------------------- 安哥拉 成功 (396, 15) (62877, 15) ,累计耗时: 270 --------------------\n",
      "-------------------- 开曼群岛 成功 (37, 15) (62914, 15) ,累计耗时: 272 --------------------\n",
      "-------------------- 埃塞俄比亚 成功 (415, 15) (63329, 15) ,累计耗时: 273 --------------------\n",
      "-------------------- 梵蒂冈 成功 (42, 15) (63371, 15) ,累计耗时: 275 --------------------\n",
      "-------------------- 科特迪瓦 成功 (428, 15) (63799, 15) ,累计耗时: 276 --------------------\n",
      "-------------------- 卡塔尔 成功 (443, 15) (64242, 15) ,累计耗时: 278 --------------------\n",
      "-------------------- 莱索托 成功 (26, 15) (64268, 15) ,累计耗时: 279 --------------------\n",
      "-------------------- 格鲁吉亚 成功 (435, 15) (64703, 15) ,累计耗时: 281 --------------------\n",
      "-------------------- 墨西哥 成功 (440, 15) (65143, 15) ,累计耗时: 282 --------------------\n",
      "-------------------- 圣马力诺 成功 (408, 15) (65551, 15) ,累计耗时: 284 --------------------\n",
      "-------------------- 哈萨克斯坦 成功 (433, 15) (65984, 15) ,累计耗时: 285 --------------------\n",
      "-------------------- 安道尔 成功 (418, 15) (66402, 15) ,累计耗时: 286 --------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------- 牙买加 成功 (402, 15) (66804, 15) ,累计耗时: 288 --------------------\n",
      "-------------------- 格恩西岛 成功 (29, 15) (66833, 15) ,累计耗时: 289 --------------------\n",
      "-------------------- 罗马尼亚 成功 (442, 15) (67275, 15) ,累计耗时: 291 --------------------\n",
      "-------------------- 阿曼 成功 (443, 15) (67718, 15) ,累计耗时: 292 --------------------\n",
      "-------------------- 列支敦士登 成功 (48, 15) (67766, 15) ,累计耗时: 294 --------------------\n",
      "-------------------- 马达加斯加 成功 (406, 15) (68172, 15) ,累计耗时: 295 --------------------\n",
      "alltime_country_2021_05_27.csv 保存成功！\n"
     ]
    }
   ],
   "source": [
    "start = time.time()\n",
    "for country_id in country_dict: # 遍历各省编号\n",
    "    try:\n",
    "        # 按照省编号构建每个省的数据地址，获取json数据\n",
    "        url = 'https://c.m.163.com/ug/api/wuhan/app/data/list-by-area-code?areaCode='+country_id\n",
    "        r = requests.get(url, headers=headers)\n",
    "        data_json = json.loads(r.text)\n",
    "        \n",
    "        # 提取各省数据，然后写入各省名称\n",
    "        country_data = get_data(data_json['data']['list'],['date'])\n",
    "        country_data['name'] = country_dict[country_id]\n",
    "        \n",
    "        # 合并数据\n",
    "        # 以数据中第一个省份生成第一个DataFrame，以便后续合并\n",
    "        if country_id == '9577772':\n",
    "            alltime_country = country_data\n",
    "        else:\n",
    "            alltime_country = pd.concat([alltime_country,country_data])\n",
    "            \n",
    "        print('-'*20,country_dict[country_id],'成功',\n",
    "              country_data.shape,alltime_country.shape,\n",
    "              ',累计耗时:',round(time.time()-start),'-'*20)\n",
    "        \n",
    "        # 设置延迟等待，防止爬取速度过快，ip被封\n",
    "        time.sleep(1)\n",
    "        \n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "        print('-'*20,country_dict[country_id],'wrong','-'*20)\n",
    "# 保存数据\n",
    "save_data(alltime_country,'alltime_world')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "858dbbbf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alltime_world_2021_05_27.csv 保存成功！\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08936ef5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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